Consistent Online Gaussian Process Regression Without the Sample Complexity Bottleneck.
Alec KoppelPublished in: ACC (2019)
Keyphrases
- gaussian process regression
- sample complexity
- theoretical analysis
- gaussian processes
- upper bound
- learning problems
- pac learning
- gaussian process
- active learning
- generalization error
- supervised learning
- learning algorithm
- lower bound
- special case
- training examples
- sample size
- prior knowledge
- irrelevant features
- image classification
- facial expressions
- pairwise
- learning environment
- machine learning